Konstantin Vorontsov
Konstantin Vorontsov
Dorodnicyn Computing Centre of RAS
Verified email at phystech.edu - Homepage
Title
Cited by
Cited by
Year
Additive regularization of topic models
K Vorontsov, A Potapenko
Machine Learning 101 (1-3), 303-323, 2015
1512015
Tutorial on probabilistic topic modeling: Additive regularization for stochastic matrix factorization
K Vorontsov, A Potapenko
International Conference on Analysis of Images, Social Networks and Texts, 29-46, 2014
982014
Bigartm: Open source library for regularized multimodal topic modeling of large collections
K Vorontsov, O Frei, M Apishev, P Romov, M Dudarenko
International Conference on Analysis of Images, Social Networks and Texts …, 2015
842015
Additive regularization for topic models of text collections
KV Vorontsov
Doklady Mathematics 89 (3), 301-304, 2014
702014
Аддитивная регуляризация тематических моделей
КВ Воронцов, АА Потапенко
Доклады Академии наук 456 (3), 268-271, 2014
642014
Combinatorial probability and the tightness of generalization bounds
KV Vorontsov
Pattern Recognition and Image Analysis 18 (2), 243-259, 2008
542008
Non-bayesian additive regularization for multimodal topic modeling of large collections
K Vorontsov, O Frei, M Apishev, P Romov, M Suvorova, A Yanina
Proceedings of the 2015 Workshop on Topic Models: Post-Processing and …, 2015
472015
Splitting and similarity phenomena in the sets of classifiers and their effect on the probability of overfitting
KV Vorontsov
Pattern Recognition and Image Analysis 19 (3), 412-420, 2009
362009
Robust PLSA performs better than LDA
A Potapenko, K Vorontsov
European Conference on Information Retrieval, 784-787, 2013
352013
Exact combinatorial bounds on the probability of overfitting for empirical risk minimization
KV Vorontsov
Pattern Recognition and Image Analysis 20 (3), 269-285, 2010
352010
Additive regularization of topic models for topic selection and sparse factorization
K Vorontsov, A Potapenko, A Plavin
International Symposium on Statistical Learning and Data Sciences, 193-202, 2015
342015
A combinatorial approach to assessing the quality of training algorithms
K Vorontsov
Mathematical problems of cybernetics 13, 5-36, 2004
282004
Multi-objective topic modeling for exploratory search in tech news
A Ianina, L Golitsyn, K Vorontsov
Conference on Artificial Intelligence and Natural Language, 181-193, 2017
262017
Fast and modular regularized topic modelling
D Kochedykov, M Apishev, L Golitsyn, K Vorontsov
2017 21st Conference of Open Innovations Association (FRUCT), 182-193, 2017
232017
Interpretable probabilistic embeddings: bridging the gap between topic models and neural networks
A Potapenko, A Popov, K Vorontsov
Conference on Artificial Intelligence and Natural Language, 167-180, 2017
212017
Tight combinatorial generalization bounds for threshold conjunction rules
K Vorontsov, A Ivahnenko
International Conference on Pattern Recognition and Machine Intelligence, 66-73, 2011
212011
Additive regularization for hierarchical multimodal topic modeling
NA Chirkova, KV Vorontsov
Journal Machine Learning and Data Analysis 2 (2), 187-200, 2016
202016
On methods of optimization and monotonous correction in the algebraic approach to the pattern recognition problem
KV Rudakov, KV Vorontsov
Doklady Akademii Nauk 367 (3), 314-317, 1999
19*1999
Methods of optimization and monotone correction in the algebraic approach to the recognition problem
KV Rudakov, KV Vorontsov
Doklady Mathematics 60 (1), 139-142, 1999
191999
Mining ethnic content online with additively regularized topic models
M Apishev, S Koltcov, O Koltsova, S Nikolenko, K Vorontsov
Computacion y Sistemas 20 (3), 387-403, 2016
172016
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